activity
20242026
most citedEnhancing model identification with SINDy via nullcline reconstruction

4 citations · 8 across the 6 of their papers we have counts for

collaborators
Showing 2025 · cs.LGShow all

1 paper · 2 filters

cs.LG2025★ 1 cited

Machine learning identifies nullclines in oscillatory dynamical systems

Bartosz Prokop, Jimmy Billen, Nikita Frolov +1

We introduce CLINE (Computational Learning and Identification of Nullclines), a neural network-based method that uncovers the hidden structure of nullclines from oscillatory time s…